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A Learning Theoretic Perspective on Local Explainability


Nov 02, 2020
Jeffrey Li, Vaishnavh Nagarajan, Gregory Plumb, Ameet Talwalkar


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Explaining Groups of Points in Low-Dimensional Representations


Mar 18, 2020
Gregory Plumb, Jonathan Terhorst, Sriram Sankararaman, Ameet Talwalkar


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Regularizing Black-box Models for Improved Interpretability (HILL 2019 Version)


May 31, 2019
Gregory Plumb, Maruan Al-Shedivat, Eric Xing, Ameet Talwalkar

* presented at 2019 ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA. arXiv admin note: substantial text overlap with arXiv:1902.06787 

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Regularizing Black-box Models for Improved Interpretability


Feb 18, 2019
Gregory Plumb, Maruan Al-Shedivat, Eric Xing, Ameet Talwalkar


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Model Agnostic Supervised Local Explanations


Oct 27, 2018
Gregory Plumb, Denali Molitor, Ameet Talwalkar


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